{ "cells": [ { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "#importing os which gives the ability to interact with the operating system \n", "import os \n", "#Importing the nltk library \n", "import nltk \n", "#From the nltk library, I am importing stopwords... I may or may not decide to remove stopwords, \n", "#but I would like to at least look at what nltk has deemed as stopwords. Currently, I am thinking I might only \n", "#remove words that have 2 letters or less. \n", "from nltk.corpus import stopwords\n", "#Importing the nltk word tokenizers \n", "from nltk.tokenize import word_tokenize \n", "# Importing the nltk stanford word tokenizer \n", "from nltk.tokenize.stanford import StanfordTokenizer \n", "#Importing a lemmatizer \n", "from nltk.stem import WordNetLemmatizer as lemma \n", "#Porter stemmer \n", "from nltk.stem.porter import PorterStemmer \n", "\n", "import pandas as pd\n", "\n", "#To make things look nicer when I print them \n", "from pprint import pprint \n", "\n", "\n", "#Function 1: Creating a function to read in my files. This function will read in all the files in a specific directory. \n", " #inputs: list of all of the file names to read \n", " # the path where the files are located \n", " #outputs: a list, each element in the list is the content for each file that was read in. \n", "def stop_word_removal(item_that_you_want_to_remove_stopwords_in): \n", " removed_stopwords = [] \n", " stop_words = stopwords.words(\"english\")\n", " for word in item_that_you_want_to_remove_stopwords_in: \n", " if word in stop_words: \n", " continue\n", " if word not in stop_words: \n", " removed_stopwords.append(word)\n", " return(removed_stopwords)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "import nltk\n", "from nltk.tokenize import word_tokenize\n", "file = open('moviereview.csv')\n", "movies_df = pd.DataFrame(file)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "movies_df.columns = [\"review\"]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "movies_df[\"review\"] = movies_df[\"review\"].str.replace('[^\\w\\s]', \"\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "movies_df[\"review\"] = movies_df[\"review\"].str.lower()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "movies_df[\"review\"] = movies_df.apply(lambda row: nltk.word_tokenize(row[\"review\"]), axis = 1)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "movies_df[\"review\"] = movies_df.apply(lambda row: stop_word_removal(row[\"review\"]), axis = 1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "bag_of_words = [] \n", "from collections import Counter \n", "for word in movies_df[\"review\"]: \n", " bag_of_words.append(Counter(word))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Counter({'textreviewclass': 1}),\n", " Counter({'movie': 6,\n", " 'pretty': 5,\n", " 'film': 5,\n", " 'make': 5,\n", " 'teen': 4,\n", " 'get': 3,\n", " 'even': 3,\n", " 'films': 3,\n", " 'nit': 3,\n", " 'like': 3,\n", " 'two': 2,\n", " 'go': 2,\n", " 'nthey': 2,\n", " 'see': 2,\n", " 'mindfuck': 2,\n", " 'cool': 2,\n", " 'idea': 2,\n", " 'bad': 2,\n", " 'one': 2,\n", " 'since': 2,\n", " 'lost': 2,\n", " 'highway': 2,\n", " 'memento': 2,\n", " 'good': 2,\n", " 'didnt': 2,\n", " 'problem': 2,\n", " 'simply': 2,\n", " 'world': 2,\n", " 'audience': 2,\n", " 'going': 2,\n", " 'nthere': 2,\n", " 'characters': 2,\n", " 'coming': 2,\n", " 'dead': 2,\n", " 'others': 2,\n", " 'look': 2,\n", " 'scenes': 2,\n", " 'things': 2,\n", " 'dont': 2,\n", " 'biggest': 2,\n", " 'secret': 2,\n", " 'hide': 2,\n", " 'minutes': 2,\n", " 'entertaining': 2,\n", " 'really': 2,\n", " 'nthe': 2,\n", " 'part': 2,\n", " 'actually': 2,\n", " 'strangeness': 2,\n", " 'little': 2,\n", " 'sense': 2,\n", " 'still': 2,\n", " 'ni': 2,\n", " 'guess': 2,\n", " 'sagemiller': 2,\n", " 'away': 2,\n", " 'throughout': 2,\n", " 'doesnt': 2,\n", " 'way': 2,\n", " '710': 2,\n", " 'crow': 2,\n", " '910': 2,\n", " '1010': 2,\n", " 'plot': 1,\n", " 'couples': 1,\n", " 'church': 1,\n", " 'party': 1,\n", " 'drink': 1,\n", " 'drive': 1,\n", " 'accident': 1,\n", " 'none': 1,\n", " 'guys': 1,\n", " 'dies': 1,\n", " 'girlfriend': 1,\n", " 'continues': 1,\n", " 'life': 1,\n", " 'nightmares': 1,\n", " 'nwhats': 1,\n", " 'deal': 1,\n", " 'nwatch': 1,\n", " 'sorta': 1,\n", " 'find': 1,\n", " 'ncritique': 1,\n", " 'generation': 1,\n", " 'touches': 1,\n", " 'presents': 1,\n", " 'package': 1,\n", " 'nwhich': 1,\n", " 'makes': 1,\n", " 'review': 1,\n", " 'harder': 1,\n", " 'write': 1,\n", " 'generally': 1,\n", " 'applaud': 1,\n", " 'attempt': 1,\n", " 'break': 1,\n", " 'mold': 1,\n", " 'mess': 1,\n", " 'head': 1,\n", " 'ways': 1,\n", " 'making': 1,\n", " 'types': 1,\n", " 'folks': 1,\n", " 'snag': 1,\n", " 'correctly': 1,\n", " 'seem': 1,\n", " 'taken': 1,\n", " 'neat': 1,\n", " 'concept': 1,\n", " 'executed': 1,\n", " 'terribly': 1,\n", " 'nso': 1,\n", " 'problems': 1,\n", " 'nwell': 1,\n", " 'main': 1,\n", " 'jumbled': 1,\n", " 'starts': 1,\n", " 'normal': 1,\n", " 'downshifts': 1,\n", " 'fantasy': 1,\n", " 'member': 1,\n", " 'whats': 1,\n", " 'dreams': 1,\n", " 'back': 1,\n", " 'strange': 1,\n", " 'apparitions': 1,\n", " 'disappearances': 1,\n", " 'looooot': 1,\n", " 'chase': 1,\n", " 'tons': 1,\n", " 'weird': 1,\n", " 'happen': 1,\n", " 'explained': 1,\n", " 'nnow': 1,\n", " 'personally': 1,\n", " 'mind': 1,\n", " 'trying': 1,\n", " 'unravel': 1,\n", " 'every': 1,\n", " 'give': 1,\n", " 'clue': 1,\n", " 'kind': 1,\n", " 'fed': 1,\n", " 'nits': 1,\n", " 'obviously': 1,\n", " 'got': 1,\n", " 'big': 1,\n", " 'seems': 1,\n", " 'want': 1,\n", " 'completely': 1,\n", " 'final': 1,\n", " 'five': 1,\n", " 'nand': 1,\n", " 'thrilling': 1,\n", " 'engaging': 1,\n", " 'meantime': 1,\n", " 'nnot': 1,\n", " 'sad': 1,\n", " 'arrow': 1,\n", " 'dig': 1,\n", " 'flicks': 1,\n", " 'figured': 1,\n", " 'halfway': 1,\n", " 'point': 1,\n", " 'start': 1,\n", " 'bit': 1,\n", " 'bottom': 1,\n", " 'line': 1,\n", " 'movies': 1,\n", " 'always': 1,\n", " 'sure': 1,\n", " 'given': 1,\n", " 'password': 1,\n", " 'enter': 1,\n", " 'understanding': 1,\n", " 'mean': 1,\n", " 'showing': 1,\n", " 'melissa': 1,\n", " 'running': 1,\n", " 'visions': 1,\n", " '20': 1,\n", " 'plain': 1,\n", " 'lazy': 1,\n", " 'nokay': 1,\n", " 'nare': 1,\n", " 'people': 1,\n", " 'chasing': 1,\n", " 'know': 1,\n", " 'ndo': 1,\n", " 'need': 1,\n", " 'nhow': 1,\n", " 'giving': 1,\n", " 'us': 1,\n", " 'different': 1,\n", " 'offering': 1,\n", " 'insight': 1,\n", " 'napparently': 1,\n", " 'studio': 1,\n", " 'took': 1,\n", " 'director': 1,\n", " 'chopped': 1,\n", " 'shows': 1,\n", " 'mightve': 1,\n", " 'decent': 1,\n", " 'somewhere': 1,\n", " 'suits': 1,\n", " 'decided': 1,\n", " 'turning': 1,\n", " 'music': 1,\n", " 'video': 1,\n", " 'edge': 1,\n", " 'would': 1,\n", " 'actors': 1,\n", " 'although': 1,\n", " 'wes': 1,\n", " 'bentley': 1,\n", " 'seemed': 1,\n", " 'playing': 1,\n", " 'exact': 1,\n", " 'character': 1,\n", " 'american': 1,\n", " 'beauty': 1,\n", " 'new': 1,\n", " 'neighborhood': 1,\n", " 'nbut': 1,\n", " 'kudos': 1,\n", " 'holds': 1,\n", " 'entire': 1,\n", " 'feeling': 1,\n", " 'unraveling': 1,\n", " 'noverall': 1,\n", " 'stick': 1,\n", " 'entertain': 1,\n", " 'confusing': 1,\n", " 'rarely': 1,\n", " 'excites': 1,\n", " 'feels': 1,\n", " 'redundant': 1,\n", " 'runtime': 1,\n", " 'despite': 1,\n", " 'ending': 1,\n", " 'explanation': 1,\n", " 'craziness': 1,\n", " 'came': 1,\n", " 'noh': 1,\n", " 'horror': 1,\n", " 'slasher': 1,\n", " 'flick': 1,\n", " 'njust': 1,\n", " 'packaged': 1,\n", " 'someone': 1,\n", " 'apparently': 1,\n", " 'assuming': 1,\n", " 'genre': 1,\n", " 'hot': 1,\n", " 'kids': 1,\n", " 'also': 1,\n", " 'wrapped': 1,\n", " 'production': 1,\n", " 'years': 1,\n", " 'ago': 1,\n", " 'sitting': 1,\n", " 'shelves': 1,\n", " 'ever': 1,\n", " 'nwhatever': 1,\n", " 'skip': 1,\n", " 'nwheres': 1,\n", " 'joblo': 1,\n", " 'na': 1,\n", " 'nightmare': 1,\n", " 'elm': 1,\n", " 'street': 1,\n", " '3': 1,\n", " 'blair': 1,\n", " 'witch': 1,\n", " '2': 1,\n", " 'salvation': 1,\n", " '410': 1,\n", " 'stir': 1,\n", " 'echoes': 1,\n", " '810': 1,\n", " 'nneg': 1}),\n", " Counter({'movie': 5,\n", " 'know': 4,\n", " 'baldwin': 3,\n", " 'ship': 3,\n", " 'like': 3,\n", " 'dont': 3,\n", " 'curtis': 2,\n", " 'crew': 2,\n", " 'kick': 2,\n", " 'power': 2,\n", " 'gore': 2,\n", " 'really': 2,\n", " 'course': 2,\n", " 'around': 2,\n", " 'robots': 2,\n", " 'nthe': 2,\n", " 'acting': 2,\n", " 'happy': 1,\n", " 'bastards': 1,\n", " 'quick': 1,\n", " 'review': 1,\n", " 'ndamn': 1,\n", " 'y2k': 1,\n", " 'bug': 1,\n", " 'nits': 1,\n", " 'got': 1,\n", " 'head': 1,\n", " 'start': 1,\n", " 'starring': 1,\n", " 'jamie': 1,\n", " 'lee': 1,\n", " 'another': 1,\n", " 'brother': 1,\n", " 'william': 1,\n", " 'time': 1,\n", " 'story': 1,\n", " 'regarding': 1,\n", " 'tugboat': 1,\n", " 'comes': 1,\n", " 'across': 1,\n", " 'deserted': 1,\n", " 'russian': 1,\n", " 'tech': 1,\n", " 'strangeness': 1,\n", " 'back': 1,\n", " 'nlittle': 1,\n", " 'within': 1,\n", " 'ngoing': 1,\n", " 'bringing': 1,\n", " 'action': 1,\n", " 'sequences': 1,\n", " 'virus': 1,\n", " 'still': 1,\n", " 'feels': 1,\n", " 'empty': 1,\n", " 'going': 1,\n", " 'flash': 1,\n", " 'substance': 1,\n", " 'nwe': 1,\n", " 'middle': 1,\n", " 'nowhere': 1,\n", " 'origin': 1,\n", " 'took': 1,\n", " 'big': 1,\n", " 'pink': 1,\n", " 'flashy': 1,\n", " 'thing': 1,\n", " 'hit': 1,\n", " 'mir': 1,\n", " 'donald': 1,\n", " 'sutherland': 1,\n", " 'stumbling': 1,\n", " 'drunkenly': 1,\n", " 'throughout': 1,\n", " 'nhere': 1,\n", " 'hey': 1,\n", " 'lets': 1,\n", " 'chase': 1,\n", " 'people': 1,\n", " 'average': 1,\n", " 'even': 1,\n", " 'likes': 1,\n", " 'nyoure': 1,\n", " 'likely': 1,\n", " 'get': 1,\n", " 'work': 1,\n", " 'halloween': 1,\n", " 'h20': 1,\n", " 'nsutherland': 1,\n", " 'wasted': 1,\n", " 'well': 1,\n", " 'hes': 1,\n", " 'real': 1,\n", " 'star': 1,\n", " 'stan': 1,\n", " 'winstons': 1,\n", " 'robot': 1,\n", " 'design': 1,\n", " 'schnazzy': 1,\n", " 'cgi': 1,\n", " 'occasional': 1,\n", " 'good': 1,\n", " 'shot': 1,\n", " 'picking': 1,\n", " 'someones': 1,\n", " 'brain': 1,\n", " 'nso': 1,\n", " 'body': 1,\n", " 'parts': 1,\n", " 'turn': 1,\n", " 'heres': 1,\n", " 'notherwise': 1,\n", " 'pretty': 1,\n", " 'much': 1,\n", " 'sunken': 1,\n", " 'nneg': 1}),\n", " Counter({'film': 8,\n", " 'show': 6,\n", " 'nthe': 6,\n", " 'one': 5,\n", " 'like': 4,\n", " 'television': 4,\n", " 'even': 4,\n", " 'cool': 3,\n", " 'nice': 3,\n", " 'hair': 3,\n", " 'really': 3,\n", " 'characters': 3,\n", " 'audience': 3,\n", " 'make': 2,\n", " 'movie': 2,\n", " 'watch': 2,\n", " 'late': 2,\n", " '1960s': 2,\n", " 'mod': 2,\n", " 'squad': 2,\n", " 'go': 2,\n", " 'much': 2,\n", " 'music': 2,\n", " 'danes': 2,\n", " 'enough': 2,\n", " 'nit': 2,\n", " 'based': 2,\n", " 'plot': 2,\n", " 'weve': 2,\n", " 'nothing': 2,\n", " 'teenage': 2,\n", " 'mindset': 2,\n", " 'way': 2,\n", " 'us': 2,\n", " 'number': 2,\n", " 'clear': 2,\n", " 'movies': 1,\n", " 'jaded': 1,\n", " 'viewer': 1,\n", " 'thankful': 1,\n", " 'invention': 1,\n", " 'timex': 1,\n", " 'indiglo': 1,\n", " 'nbased': 1,\n", " 'name': 1,\n", " 'tells': 1,\n", " 'tale': 1,\n", " 'three': 1,\n", " 'reformed': 1,\n", " 'criminals': 1,\n", " 'employ': 1,\n", " 'police': 1,\n", " 'undercover': 1,\n", " 'nhowever': 1,\n", " 'things': 1,\n", " 'wrong': 1,\n", " 'evidence': 1,\n", " 'gets': 1,\n", " 'stolen': 1,\n", " 'immediately': 1,\n", " 'suspicion': 1,\n", " 'nof': 1,\n", " 'course': 1,\n", " 'ads': 1,\n", " 'seem': 1,\n", " 'nquick': 1,\n", " 'cuts': 1,\n", " 'claire': 1,\n", " 'cute': 1,\n", " 'outfits': 1,\n", " 'car': 1,\n", " 'chases': 1,\n", " 'stuff': 1,\n", " 'blowing': 1,\n", " 'nsounds': 1,\n", " 'nafter': 1,\n", " 'first': 1,\n", " 'fifteen': 1,\n", " 'minutes': 1,\n", " 'quickly': 1,\n", " 'becomes': 1,\n", " 'apparent': 1,\n", " 'certainly': 1,\n", " 'slick': 1,\n", " 'looking': 1,\n", " 'production': 1,\n", " 'complete': 1,\n", " 'costumes': 1,\n", " 'simply': 1,\n", " 'isnt': 1,\n", " 'best': 1,\n", " 'described': 1,\n", " 'cross': 1,\n", " 'hourlong': 1,\n", " 'cop': 1,\n", " 'video': 1,\n", " 'stretched': 1,\n", " 'span': 1,\n", " 'hour': 1,\n", " 'half': 1,\n", " 'nand': 1,\n", " 'comes': 1,\n", " 'every': 1,\n", " 'single': 1,\n", " 'clich': 1,\n", " 'doesnt': 1,\n", " 'matter': 1,\n", " 'elements': 1,\n", " 'recycled': 1,\n", " 'everything': 1,\n", " 'already': 1,\n", " 'seen': 1,\n", " 'acting': 1,\n", " 'spectacular': 1,\n", " 'sometimes': 1,\n", " 'bordering': 1,\n", " 'wooden': 1,\n", " 'nclaire': 1,\n", " 'omar': 1,\n", " 'epps': 1,\n", " 'deliver': 1,\n", " 'lines': 1,\n", " 'bored': 1,\n", " 'transfers': 1,\n", " 'onto': 1,\n", " 'escape': 1,\n", " 'relatively': 1,\n", " 'unscathed': 1,\n", " 'giovanni': 1,\n", " 'ribisi': 1,\n", " 'plays': 1,\n", " 'resident': 1,\n", " 'crazy': 1,\n", " 'man': 1,\n", " 'ultimately': 1,\n", " 'thing': 1,\n", " 'worth': 1,\n", " 'watching': 1,\n", " 'nunfortunately': 1,\n", " 'hes': 1,\n", " 'save': 1,\n", " 'convoluted': 1,\n", " 'mess': 1,\n", " 'dont': 1,\n", " 'apart': 1,\n", " 'occupying': 1,\n", " 'screen': 1,\n", " 'time': 1,\n", " 'nwith': 1,\n", " 'young': 1,\n", " 'cast': 1,\n", " 'clothes': 1,\n", " 'hip': 1,\n", " 'soundtrack': 1,\n", " 'appears': 1,\n", " 'geared': 1,\n", " 'towards': 1,\n", " 'ndespite': 1,\n", " 'american': 1,\n", " 'r': 1,\n", " 'rating': 1,\n", " 'content': 1,\n", " 'justify': 1,\n", " 'juvenile': 1,\n", " 'older': 1,\n", " 'ninformation': 1,\n", " 'literally': 1,\n", " 'spoonfed': 1,\n", " 'would': 1,\n", " 'hard': 1,\n", " 'instead': 1,\n", " 'telling': 1,\n", " 'dialogue': 1,\n", " 'poorly': 1,\n", " 'written': 1,\n", " 'extremely': 1,\n", " 'predictable': 1,\n", " 'progresses': 1,\n", " 'likely': 1,\n", " 'wont': 1,\n", " 'care': 1,\n", " 'heroes': 1,\n", " 'jeopardy': 1,\n", " 'youll': 1,\n", " 'know': 1,\n", " 'arent': 1,\n", " 'nbasing': 1,\n", " 'nobody': 1,\n", " 'remembers': 1,\n", " 'questionable': 1,\n", " 'wisdom': 1,\n", " 'especially': 1,\n", " 'considers': 1,\n", " 'target': 1,\n", " 'fact': 1,\n", " 'memorable': 1,\n", " 'films': 1,\n", " 'shows': 1,\n", " 'counted': 1,\n", " 'hand': 1,\n", " 'thats': 1,\n", " 'missing': 1,\n", " 'finger': 1,\n", " 'two': 1,\n", " 'times': 1,\n", " 'checked': 1,\n", " 'six': 1,\n", " 'indication': 1,\n", " 'attempt': 1,\n", " 'cash': 1,\n", " 'spending': 1,\n", " 'dollar': 1,\n", " 'judging': 1,\n", " 'rash': 1,\n", " 'awful': 1,\n", " 'teenflicks': 1,\n", " 'seeing': 1,\n", " 'navoid': 1,\n", " 'costs': 1,\n", " 'nneg': 1}),\n", " Counter({'quest': 5,\n", " 'camelot': 4,\n", " 'much': 3,\n", " 'kayley': 3,\n", " 'arthurs': 3,\n", " 'disneys': 2,\n", " 'cartoon': 2,\n", " 'nthe': 2,\n", " 'animation': 2,\n", " 'neven': 2,\n", " 'table': 2,\n", " 'n': 2,\n", " 'see': 2,\n", " 'footage': 2,\n", " 'one': 2,\n", " 'least': 2,\n", " 'find': 2,\n", " 'though': 2,\n", " 'mess': 2,\n", " 'personality': 2,\n", " 'warner': 1,\n", " 'bros': 1,\n", " 'first': 1,\n", " 'featurelength': 1,\n", " 'fullyanimated': 1,\n", " 'attempt': 1,\n", " 'steal': 1,\n", " 'clout': 1,\n", " 'empire': 1,\n", " 'mouse': 1,\n", " 'reason': 1,\n", " 'worried': 1,\n", " 'recent': 1,\n", " 'challenger': 1,\n", " 'throne': 1,\n", " 'last': 1,\n", " 'falls': 1,\n", " 'promising': 1,\n", " 'flawed': 1,\n", " '20th': 1,\n", " 'century': 1,\n", " 'fox': 1,\n", " 'production': 1,\n", " 'anastasia': 1,\n", " 'hercules': 1,\n", " 'lively': 1,\n", " 'cast': 1,\n", " 'colorful': 1,\n", " 'palate': 1,\n", " 'beat': 1,\n", " 'handsdown': 1,\n", " 'came': 1,\n", " 'time': 1,\n", " 'crown': 1,\n", " '1997s': 1,\n", " 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'g': 3,\n", " 'made': 2,\n", " 'nthe': 2,\n", " 'ricky': 2,\n", " 'director': 2,\n", " 'home': 2,\n", " 'shopping': 2,\n", " 'rickys': 2,\n", " 'spiritual': 2,\n", " 'ideas': 2,\n", " 'much': 2,\n", " 'knew': 1,\n", " '16': 1,\n", " 'years': 1,\n", " 'eddie': 1,\n", " 'brash': 1,\n", " 'raucous': 1,\n", " 'bigscreen': 1,\n", " 'splash': 1,\n", " '_48_hrs': 1,\n", " '_': 1,\n", " 'nwould': 1,\n", " 'become': 1,\n", " 'ncuddly': 1,\n", " 'disconcerting': 1,\n", " 'trend': 1,\n", " 'begun': 1,\n", " 'summers': 1,\n", " 'cutesy': 1,\n", " 'largely': 1,\n", " 'laughfree': 1,\n", " '_doctor_dolittle_': 1,\n", " 'continues': 1,\n", " 'earnesttoafault': 1,\n", " 'dramedy': 1,\n", " 'nalthough': 1,\n", " 'topbilled': 1,\n", " 'merely': 1,\n", " 'support': 1,\n", " 'jeff': 1,\n", " 'goldblum': 1,\n", " 'plays': 1,\n", " 'hayman': 1,\n", " 'programming': 1,\n", " 'network': 1,\n", " 'nsales': 1,\n", " 'way': 1,\n", " 'job': 1,\n", " 'hangs': 1,\n", " 'thread': 1,\n", " 'meets': 1,\n", " 'mysterious': 1,\n", " 'guru': 1,\n", " 'desperate': 1,\n", " 'puts': 1,\n", " 'air': 1,\n", " 'nwhile': 1,\n", " 'sales': 1,\n", " 'skyrocket': 1,\n", " 'becomes': 1,\n", " 'overnight': 1,\n", " 'sensation': 1,\n", " 'reinvigorated': 1,\n", " 'greed': 1,\n", " 'grows': 1,\n", " 'endangering': 1,\n", " 'budding': 1,\n", " 'romance': 1,\n", " 'goodhearted': 1,\n", " 'media': 1,\n", " 'research': 1,\n", " 'consultant': 1,\n", " 'kelly': 1,\n", " 'preston': 1,\n", " 'nwriter': 1,\n", " 'tom': 1,\n", " 'schulman': 1,\n", " 'promising': 1,\n", " 'satirizing': 1,\n", " 'infomercials': 1,\n", " 'nature': 1,\n", " 'instant': 1,\n", " 'celebrity': 1,\n", " 'nbut': 1,\n", " 'would': 1,\n", " 'bite': 1,\n", " 'stephen': 1,\n", " 'herek': 1,\n", " 'invested': 1,\n", " 'energy': 1,\n", " 'direction': 1,\n", " 'film': 1,\n", " 'sluggishly': 1,\n", " 'paced': 1,\n", " '_holy_man_': 1,\n", " 'slow': 1,\n", " 'overlong': 1,\n", " '113': 1,\n", " 'minutes': 1,\n", " 'unfunny': 1,\n", " 'bore': 1,\n", " 'little': 1,\n", " 'juice': 1,\n", " 'proceedings': 1,\n", " 'cleansed': 1,\n", " 'attitude': 1,\n", " '_and_': 1,\n", " 'comic': 1,\n", " 'sensibility': 1,\n", " 'star': 1,\n", " 'part': 1,\n", " 'straight': 1,\n", " 'man': 1,\n", " 'curiously': 1,\n", " 'lifeless': 1,\n", " 'presence': 1,\n", " 'ngoldblum': 1,\n", " 'actually': 1,\n", " 'quite': 1,\n", " 'good': 1,\n", " 'hard': 1,\n", " 'audience': 1,\n", " 'sustain': 1,\n", " 'interest': 1,\n", " 'character': 1,\n", " 'journey': 1,\n", " 'doesnt': 1,\n", " 'seem': 1,\n", " 'interested': 1,\n", " 'either': 1,\n", " 'nneg': 1}),\n", " Counter({'pokemon': 11,\n", " 'movie': 8,\n", " 'bad': 6,\n", " 'little': 3,\n", " '3': 2,\n", " 'animation': 2,\n", " 'nthe': 2,\n", " 'first': 2,\n", " 'film': 2,\n", " 'end': 2,\n", " 'almost': 2,\n", " 'million': 2,\n", " 'third': 2,\n", " 'time': 2,\n", " 'ash': 2,\n", " 'friends': 2,\n", " 'johto': 2,\n", " 'brother': 2,\n", " 'young': 2,\n", " 'unown': 2,\n", " 'powerful': 2,\n", " 'psychic': 2,\n", " 'abilities': 2,\n", " 'bring': 2,\n", " 'entei': 2,\n", " 'every': 2,\n", " 'good': 2,\n", " 'one': 2,\n", " 'second': 2,\n", " 'qualities': 2,\n", " 'big': 2,\n", " 'lot': 1,\n", " 'things': 1,\n", " 'nfirst': 1,\n", " 'plot': 1,\n", " 'heavy': 1,\n", " 'mess': 1,\n", " 'voice': 1,\n", " 'talents': 1,\n", " 'badly': 1,\n", " 'written': 1,\n", " 'script': 1,\n", " 'fantastic': 1,\n", " 'came': 1,\n", " '1999': 1,\n", " 'huge': 1,\n", " 'hit': 1,\n", " 'grossing': 1,\n", " '90': 1,\n", " 'domestically': 1,\n", " 'na': 1,\n", " 'sequel': 1,\n", " 'soon': 1,\n", " 'followed': 1,\n", " 'even': 1,\n", " 'made': 1,\n", " '45': 1,\n", " 'nwarner': 1,\n", " 'released': 1,\n", " 'based': 1,\n", " 'immensely': 1,\n", " 'popular': 1,\n", " 'video': 1,\n", " 'game': 1,\n", " 'tv': 1,\n", " 'series': 1,\n", " 'waste': 1,\n", " 'celluloid': 1,\n", " 'nthis': 1,\n", " 'ketchum': 1,\n", " 'way': 1,\n", " 'battles': 1,\n", " 'told': 1,\n", " 'new': 1,\n", " 'spinoff': 1,\n", " 'journeys': 1,\n", " 'go': 1,\n", " 'figure': 1,\n", " 'anyway': 1,\n", " 'comes': 1,\n", " 'contact': 1,\n", " 'girl': 1,\n", " 'whos': 1,\n", " 'father': 1,\n", " 'disappeared': 1,\n", " 'trying': 1,\n", " 'discover': 1,\n", " 'nthey': 1,\n", " 'small': 1,\n", " 'punch': 1,\n", " 'great': 1,\n", " 'together': 1,\n", " 'create': 1,\n", " 'legendary': 1,\n", " 'barriers': 1,\n", " 'mollys': 1,\n", " 'house': 1,\n", " 'creates': 1,\n", " 'wish': 1,\n", " 'wants': 1,\n", " 'nnow': 1,\n", " 'stop': 1,\n", " 'show': 1,\n", " 'rather': 1,\n", " 'ntoo': 1,\n", " 'really': 1,\n", " 'surprisingly': 1,\n", " 'entertaining': 1,\n", " 'somewhat': 1,\n", " 'absorbing': 1,\n", " 'piece': 1,\n", " 'trash': 1,\n", " 'nit': 1,\n", " 'message': 1,\n", " 'flaws': 1,\n", " 'seem': 1,\n", " 'overpower': 1,\n", " 'goods': 1,\n", " 'nim': 1,\n", " 'still': 1,\n", " 'sure': 1,\n", " 'thing': 1,\n", " 'ugly': 1,\n", " 'animals': 1,\n", " 'speak': 1,\n", " 'name': 1,\n", " 'language': 1,\n", " 'besides': 1,\n", " 'meowth': 1,\n", " 'personal': 1,\n", " 'favorite': 1,\n", " 'dont': 1,\n", " 'understand': 1,\n", " 'saying': 1,\n", " 'nmy': 1,\n", " 'thought': 1,\n", " 'amazing': 1,\n", " 'kept': 1,\n", " 'leaning': 1,\n", " 'asking': 1,\n", " 'happened': 1,\n", " 'nhis': 1,\n", " 'response': 1,\n", " 'lecture': 1,\n", " 'nsure': 1,\n", " 'put': 1,\n", " 'place': 1,\n", " 'nwith': 1,\n", " 'feeling': 1,\n", " '4': 1,\n", " 'might': 1,\n", " 'total': 1,\n", " 'bust': 1,\n", " 'well': 1,\n", " 'n': 1,\n", " 'redeeming': 1,\n", " 'kids': 1,\n", " 'fans': 1,\n", " 'dig': 1,\n", " 'minute': 1,\n", " 'nfor': 1,\n", " 'parents': 1,\n", " 'andor': 1,\n", " 'brothers': 1,\n", " 'sisters': 1,\n", " 'sit': 1,\n", " 'pillow': 1,\n", " 'nneg': 1}),\n", " Counter({'hero': 6,\n", " 'big': 6,\n", " 'burly': 6,\n", " 'bad': 5,\n", " 'doesnt': 4,\n", " 'good': 4,\n", " 'long': 4,\n", " 'guy': 4,\n", " 'nthe': 4,\n", " 'one': 4,\n", " 'fire': 4,\n", " 'must': 4,\n", " 'really': 4,\n", " 'nunfortunately': 3,\n", " 'hes': 3,\n", " 'nas': 3,\n", " 'save': 3,\n", " 'movie': 3,\n", " 'film': 3,\n", " 'forest': 3,\n", " 'sadistic': 3,\n", " 'creep': 3,\n", " 'killed': 3,\n", " 'twice': 3,\n", " 'die': 3,\n", " 'always': 2,\n", " 'former': 2,\n", " 'turned': 2,\n", " 'fox': 2,\n", " 'actor': 2,\n", " 'first': 2,\n", " 'star': 2,\n", " 'firestorm': 2,\n", " 'jesse': 2,\n", " 'action': 2,\n", " 'rescue': 2,\n", " 'director': 2,\n", " 'dean': 2,\n", " 'semler': 2,\n", " 'work': 2,\n", " 'boring': 2,\n", " 'set': 2,\n", " 'something': 2,\n", " 'reason': 2,\n", " 'sequences': 2,\n", " 'group': 2,\n", " 'dog': 2,\n", " 'year': 2,\n", " 'scott': 2,\n", " 'glenn': 2,\n", " 'isnt': 2,\n", " 'going': 2,\n", " 'william': 2,\n", " 'forsythe': 2,\n", " 'damsel': 2,\n", " 'distress': 2,\n", " 'suzy': 2,\n", " 'amis': 2,\n", " 'end': 2,\n", " 'worse': 2,\n", " 'generic': 2,\n", " '10': 2,\n", " 'key': 2,\n", " '1': 1,\n", " 'hardtodecipher': 1,\n", " 'accent': 1,\n", " '2': 1,\n", " 'speak': 1,\n", " 'monotone': 1,\n", " '3': 1,\n", " 'nhis': 1,\n", " 'face': 1,\n", " 'wear': 1,\n", " 'impassive': 1,\n", " 'expression': 1,\n", " 'nin': 1,\n", " 'short': 1,\n", " 'nfl': 1,\n", " 'player': 1,\n", " 'sportscaster': 1,\n", " 'said': 1,\n", " 'vehicle': 1,\n", " 'plain': 1,\n", " 'awful': 1,\n", " 'none': 1,\n", " 'glaring': 1,\n", " 'problems': 1,\n", " 'made': 1,\n", " 'acting': 1,\n", " 'debut': 1,\n", " 'john': 1,\n", " 'woos': 1,\n", " 'broken': 1,\n", " 'arrow': 1,\n", " 'mediocre': 1,\n", " 'often': 1,\n", " 'blends': 1,\n", " 'scenery': 1,\n", " 'ace': 1,\n", " 'firefighter': 1,\n", " 'graves': 1,\n", " 'supposed': 1,\n", " 'playing': 1,\n", " 'biggerthanlife': 1,\n", " 'kind': 1,\n", " 'man': 1,\n", " 'crash': 1,\n", " 'flaming': 1,\n", " 'door': 1,\n", " 'child': 1,\n", " 'parachute': 1,\n", " 'burning': 1,\n", " 'clearing': 1,\n", " 'stupid': 1,\n", " 'campers': 1,\n", " 'despite': 1,\n", " 'best': 1,\n", " 'efforts': 1,\n", " 'firsttime': 1,\n", " 'photograph': 1,\n", " 'using': 1,\n", " 'heroic': 1,\n", " 'shots': 1,\n", " 'make': 1,\n", " 'kevin': 1,\n", " 'costners': 1,\n", " 'postman': 1,\n", " 'look': 1,\n", " 'stark': 1,\n", " 'turns': 1,\n", " 'pretty': 1,\n", " 'nto': 1,\n", " 'put': 1,\n", " 'kindly': 1,\n", " 'wellwritten': 1,\n", " 'motion': 1,\n", " 'picture': 1,\n", " 'nfirestorm': 1,\n", " 'collection': 1,\n", " 'howlingly': 1,\n", " 'lines': 1,\n", " 'backdrop': 1,\n", " 'disaster': 1,\n", " 'clich': 1,\n", " 'taken': 1,\n", " 'together': 1,\n", " 'form': 1,\n", " 'requires': 1,\n", " 'level': 1,\n", " 'viewer': 1,\n", " 'inebriation': 1,\n", " 'recognized': 1,\n", " 'plot': 1,\n", " 'getting': 1,\n", " 'instead': 1,\n", " 'lower': 1,\n", " 'realistic': 1,\n", " 'fascinated': 1,\n", " 'meticulous': 1,\n", " 'planning': 1,\n", " 'necessary': 1,\n", " 'stage': 1,\n", " 'effectively': 1,\n", " 'nwere': 1,\n", " 'introduced': 1,\n", " 'afternoon': 1,\n", " 'colleagues': 1,\n", " 'jump': 1,\n", " 'midst': 1,\n", " 'people': 1,\n", " 'nduring': 1,\n", " 'sequence': 1,\n", " 'proves': 1,\n", " 'also': 1,\n", " 'sensitive': 1,\n", " 'risking': 1,\n", " 'life': 1,\n", " 'little': 1,\n", " 'girl': 1,\n", " 'yes': 1,\n", " 'lives': 1,\n", " 'broiled': 1,\n", " 'alive': 1,\n", " 'nflashforward': 1,\n", " 'nnow': 1,\n", " 'taking': 1,\n", " 'chief': 1,\n", " 'smokejumpers': 1,\n", " 'association': 1,\n", " 'replacing': 1,\n", " 'outgoing': 1,\n", " 'honcho': 1,\n", " 'wynt': 1,\n", " 'perkins': 1,\n", " 'real': 1,\n", " 'nbut': 1,\n", " 'day': 1,\n", " 'heros': 1,\n", " 'charge': 1,\n", " 'businessasusual': 1,\n", " 'na': 1,\n", " 'nasty': 1,\n", " 'escaped': 1,\n", " 'criminals': 1,\n", " 'wyoming': 1,\n", " 'alight': 1,\n", " 'aid': 1,\n", " 'flight': 1,\n", " 'freedom': 1,\n", " 'nled': 1,\n", " 'randy': 1,\n", " 'earl': 1,\n", " 'shaye': 1,\n", " 'pose': 1,\n", " 'canadian': 1,\n", " 'firefighters': 1,\n", " 'somehow': 1,\n", " 'got': 1,\n", " 'lost': 1,\n", " 'across': 1,\n", " 'border': 1,\n", " 'nalong': 1,\n", " 'way': 1,\n", " 'meet': 1,\n", " 'take': 1,\n", " 'hostage': 1,\n", " 'neventually': 1,\n", " 'placed': 1,\n", " 'position': 1,\n", " 'fight': 1,\n", " 'defeat': 1,\n", " 'restore': 1,\n", " 'order': 1,\n", " 'galaxy': 1,\n", " 'nfirestorms': 1,\n", " 'cinematographer': 1,\n", " 'academy': 1,\n", " 'award': 1,\n", " 'dances': 1,\n", " 'wolves': 1,\n", " 'surprise': 1,\n", " 'looks': 1,\n", " 'thats': 1,\n", " 'firestorms': 1,\n", " 'lone': 1,\n", " 'asset': 1,\n", " 'falters': 1,\n", " 'near': 1,\n", " 'computergenerated': 1,\n", " 'special': 1,\n", " 'effects': 1,\n", " 'fill': 1,\n", " 'screen': 1,\n", " 'nthese': 1,\n", " 'equal': 1,\n", " 'quality': 1,\n", " 'might': 1,\n", " 'observe': 1,\n", " 'nintendo': 1,\n", " '64': 1,\n", " 'video': 1,\n", " 'game': 1,\n", " 'include': 1,\n", " 'variety': 1,\n", " 'chases': 1,\n", " 'occasionally': 1,\n", " 'interesting': 1,\n", " 'never': 1,\n", " 'invigorating': 1,\n", " 'neveryone': 1,\n", " 'including': 1,\n", " 'appears': 1,\n", " 'motions': 1,\n", " 'nthere': 1,\n", " 'memorable': 1,\n", " 'performance': 1,\n", " 'found': 1,\n", " 'beginning': 1,\n", " 'unless': 1,\n", " 'count': 1,\n", " 'generates': 1,\n", " 'heat': 1,\n", " 'lacks': 1,\n", " 'panache': 1,\n", " 'nhes': 1,\n", " 'snappy': 1,\n", " 'oneliners': 1,\n", " 'hurl': 1,\n", " 'nmy': 1,\n", " 'advice': 1,\n", " 'absolute': 1,\n", " 'power': 1,\n", " 'titanic': 1,\n", " 'accidentally': 1,\n", " 'forget': 1,\n", " 'next': 1,\n", " 'time': 1,\n", " 'theyre': 1,\n", " 'making': 1,\n", " 'resume': 1,\n", " 'ntheres': 1,\n", " 'small': 1,\n", " 'comfort': 1,\n", " 'knowing': 1,\n", " 'early': 1,\n", " 'already': 1,\n", " 'entry': 1,\n", " 'bottom': 1,\n", " 'list': 1,\n", " 'n': 1,\n", " 'least': 1,\n", " 'hope': 1,\n", " 'arent': 1,\n", " 'films': 1,\n", " 'nand': 1,\n", " 'know': 1,\n", " 'wasnt': 1,\n", " 'disliked': 1,\n", " 'audience': 1,\n", " 'filing': 1,\n", " 'screening': 1,\n", " 'loitered': 1,\n", " 'theater': 1,\n", " 'lobby': 1,\n", " 'catch': 1,\n", " 'comments': 1,\n", " 'general': 1,\n", " 'consensus': 1,\n", " 'seemed': 1,\n", " 'although': 1,\n", " 'sucked': 1,\n", " 'promotional': 1,\n", " 'ring': 1,\n", " 'cool': 1,\n", " 'problem': 1,\n", " 'wont': 1,\n", " 'giving': 1,\n", " 'rings': 1,\n", " 'regular': 1,\n", " 'moviegoers': 1,\n", " 'nixes': 1,\n", " 'see': 1,\n", " 'nneg': 1}),\n", " Counter({'movie': 7,\n", " 'bad': 6,\n", " 'characters': 5,\n", " 'nthe': 5,\n", " 'plot': 4,\n", " 'brain': 4,\n", " 'film': 4,\n", " 'verhoevens': 3,\n", " 'allow': 3,\n", " 'troopers': 3,\n", " 'bugs': 3,\n", " 'planet': 3,\n", " 'carnage': 3,\n", " 'ensues': 3,\n", " 'bug': 3,\n", " 'battle': 3,\n", " 'robocop': 3,\n", " 'people': 3,\n", " 'pasadena': 2,\n", " 'script': 2,\n", " 'acting': 2,\n", " 'use': 2,\n", " 'lots': 2,\n", " 'nit': 2,\n", " 'violence': 2,\n", " 'gore': 2,\n", " 'brief': 2,\n", " 'nsome': 2,\n", " 'sign': 2,\n", " 'federal': 2,\n", " 'sending': 2,\n", " 'nafter': 2,\n", " 'one': 2,\n", " 'nthis': 2,\n", " 'rico': 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'version': 1,\n", " 'london': 1,\n", " 'slums': 1,\n", " 'makes': 1,\n", " 'us': 1,\n", " 'marvel': 1,\n", " 'anyone': 1,\n", " 'survived': 1,\n", " 'lighting': 1,\n", " 'level': 1,\n", " 'exceedingly': 1,\n", " 'low': 1,\n", " 'throughout': 1,\n", " 'movie': 1,\n", " 'almost': 1,\n", " 'appears': 1,\n", " 'filmed': 1,\n", " 'black': 1,\n", " 'white': 1,\n", " 'direction': 1,\n", " 'cinematography': 1,\n", " 'brilliant': 1,\n", " 'liquid': 1,\n", " 'nscenes': 1,\n", " 'flow': 1,\n", " 'next': 1,\n", " 'scene': 1,\n", " 'like': 1,\n", " 'honey': 1,\n", " 'oozing': 1,\n", " 'strawberry': 1,\n", " 'n': 1,\n", " 'except': 1,\n", " 'theres': 1,\n", " 'red': 1,\n", " 'course': 1,\n", " 'look': 1,\n", " 'moody': 1,\n", " 'melodramatic': 1,\n", " 'youll': 1,\n", " 'shocked': 1,\n", " 'theater': 1,\n", " 'ni': 1,\n", " 'saw': 1,\n", " 'matinee': 1,\n", " 'took': 1,\n", " 'quite': 1,\n", " 'adjust': 1,\n", " 'sunny': 1,\n", " 'skies': 1,\n", " 'afterward': 1,\n", " 'noften': 1,\n", " 'archetypes': 1,\n", " 'viewed': 1,\n", " 'splitting': 1,\n", " 'person': 1,\n", " 'components': 1,\n", " 'evil': 1,\n", " 'cerebral': 1,\n", " 'emotional': 1,\n", " 'nhere': 1,\n", " 'doctor': 1,\n", " 'intellectual': 1,\n", " 'certainly': 1,\n", " 'powerless': 1,\n", " 'nhis': 1,\n", " 'alter': 1,\n", " 'ego': 1,\n", " 'forceful': 1,\n", " 'totally': 1,\n", " 'conscience': 1,\n", " 'ntwo': 1,\n", " 'make': 1,\n", " 'nneither': 1,\n", " 'capable': 1,\n", " 'functioning': 1,\n", " 'separated': 1,\n", " 'disaster': 1,\n", " 'inevitable': 1,\n", " 'differences': 1,\n", " 'two': 1,\n", " 'characters': 1,\n", " 'would': 1,\n", " 'effective': 1,\n", " 'accomplished': 1,\n", " 'demeanor': 1,\n", " 'attitude': 1,\n", " 'nwhen': 1,\n", " 'finally': 1,\n", " 'see': 1,\n", " 'transformation': 1,\n", " 'special': 1,\n", " 'effects': 1,\n", " 'thrust': 1,\n", " 'realm': 1,\n", " 'science': 1,\n", " 'fiction': 1,\n", " 'psychological': 1,\n", " 'horror': 1,\n", " 'tale': 1,\n", " 'demands': 1,\n", " 'nroberts': 1,\n", " 'skillful': 1,\n", " 'roles': 1,\n", " 'nboth': 1,\n", " 'suitably': 1,\n", " 'melancholy': 1,\n", " 'fitting': 1,\n", " 'rest': 1,\n", " 'flash': 1,\n", " 'life': 1,\n", " 'comes': 1,\n", " 'glenn': 1,\n", " 'close': 1,\n", " 'lips': 1,\n", " 'madam': 1,\n", " 'whorehouse': 1,\n", " 'lives': 1,\n", " 'apparently': 1,\n", " 'frequents': 1,\n", " 'nlife': 1,\n", " 'maybe': 1,\n", " 'closes': 1,\n", " 'best': 1,\n", " 'role': 1,\n", " 'nshe': 1,\n", " 'seems': 1,\n", " 'little': 1,\n", " 'cardboard': 1,\n", " 'cutout': 1,\n", " 'character': 1,\n", " 'na': 1,\n", " 'beautiful': 1,\n", " 'way': 1,\n", " 'nyoull': 1,\n", " 'appreciate': 1,\n", " 'filmmaking': 1,\n", " 'craft': 1,\n", " 'dont': 1,\n", " 'upbeat': 1,\n", " 'mood': 1,\n", " 'npos': 1}),\n", " Counter({'film': 14,\n", " 'skinheads': 7,\n", " 'nthe': 7,\n", " 'violence': 6,\n", " 'steve': 5,\n", " 'message': 5,\n", " 'character': 5,\n", " 'one': 4,\n", " 'life': 3,\n", " 'generation': 3,\n", " 'powerful': 3,\n", " 'characters': 3,\n", " 'bleak': 2,\n", " 'sam': 2,\n", " 'jones': 2,\n", " 'gang': 2,\n", " 'girlfriend': 2,\n", " 'incident': 2,\n", " 'entirely': 2,\n", " 'gets': 2,\n", " 'closer': 2,\n", " 'people': 2,\n", " 'vicious': 2,\n", " 'films': 2,\n", " 'cant': 2,\n", " 'within': 2,\n", " 'seen': 2,\n", " 'david': 2,\n", " 'nthere': 2,\n", " 'constant': 2,\n", " 'men': 2,\n", " 'act': 2,\n", " 'also': 2,\n", " 'nothing': 2,\n", " 'many': 2,\n", " 'performance': 2,\n", " 'seems': 2,\n", " 'lee': 2,\n", " 'evil': 2,\n", " 'hatred': 2,\n", " 'actor': 2,\n", " 'able': 2,\n", " 'end': 2,\n", " 'ending': 2,\n", " 'us': 2,\n", " 'aggressive': 1,\n", " 'unrelenting': 1,\n", " 'interracial': 1,\n", " 'couple': 1,\n", " 'damon': 1,\n", " 'elexa': 1,\n", " 'williams': 1,\n", " 'respectively': 1,\n", " 'viciously': 1,\n", " 'attacked': 1,\n", " 'parking': 1,\n", " 'garage': 1,\n", " 'night': 1,\n", " 'beat': 1,\n", " 'force': 1,\n", " 'watch': 1,\n", " 'brutally': 1,\n", " 'rape': 1,\n", " 'nwhen': 1,\n", " 'kills': 1,\n", " 'later': 1,\n", " 'evening': 1,\n", " 'decides': 1,\n", " 'must': 1,\n", " 'taught': 1,\n", " 'lesson': 1,\n", " 'nwaiting': 1,\n", " 'seven': 1,\n", " 'months': 1,\n", " 'thuggish': 1,\n", " 'forget': 1,\n", " 'shaves': 1,\n", " 'head': 1,\n", " 'dresses': 1,\n", " 'combat': 1,\n", " 'boots': 1,\n", " 'suspenders': 1,\n", " 'tattoos': 1,\n", " 'flesh': 1,\n", " 'nazi': 1,\n", " 'symbols': 1,\n", " 'tries': 1,\n", " 'infiltrate': 1,\n", " 'nas': 1,\n", " 'committed': 1,\n", " 'horrible': 1,\n", " 'crime': 1,\n", " 'begins': 1,\n", " 'learn': 1,\n", " 'really': 1,\n", " 'starts': 1,\n", " 'question': 1,\n", " 'motives': 1,\n", " 'nrandolph': 1,\n", " 'krets': 1,\n", " 'script': 1,\n", " 'based': 1,\n", " 'two': 1,\n", " 'real': 1,\n", " 'incidents': 1,\n", " 'affected': 1,\n", " 'producer': 1,\n", " 'shaun': 1,\n", " 'hill': 1,\n", " 'affront': 1,\n", " 'intolerance': 1,\n", " 'causes': 1,\n", " 'audience': 1,\n", " 'subjected': 1,\n", " 'brutality': 1,\n", " 'ignorance': 1,\n", " 'help': 1,\n", " 'disgusted': 1,\n", " 'events': 1,\n", " 'presented': 1,\n", " 'nive': 1,\n", " 'said': 1,\n", " 'fight': 1,\n", " 'club': 1,\n", " 'finchers': 1,\n", " 'trying': 1,\n", " 'define': 1,\n", " 'nkrets': 1,\n", " 'wake': 1,\n", " 'call': 1,\n", " 'nif': 1,\n", " 'fincher': 1,\n", " 'kubrick': 1,\n", " 'kret': 1,\n", " 'w': 1,\n", " 'ngriffith': 1,\n", " 'thematically': 1,\n", " 'speaking': 1,\n", " 'single': 1,\n", " 'likable': 1,\n", " 'obviously': 1,\n", " 'repulsive': 1,\n", " 'beliefs': 1,\n", " 'state': 1,\n", " 'fury': 1,\n", " 'races': 1,\n", " 'circles': 1,\n", " 'africanamerican': 1,\n", " 'constantly': 1,\n", " 'shown': 1,\n", " 'sexually': 1,\n", " 'assaulting': 1,\n", " 'drug': 1,\n", " 'abusers': 1,\n", " 'always': 1,\n", " 'joyride': 1,\n", " 'looking': 1,\n", " 'someone': 1,\n", " 'accost': 1,\n", " 'neven': 1,\n", " 'gay': 1,\n", " 'get': 1,\n", " 'locating': 1,\n", " 'lair': 1,\n", " 'beating': 1,\n", " 'severely': 1,\n", " 'lead': 1,\n", " 'pipes': 1,\n", " 'blunt': 1,\n", " 'objects': 1,\n", " 'main': 1,\n", " 'unlikable': 1,\n", " 'person': 1,\n", " 'becomes': 1,\n", " 'seek': 1,\n", " 'revenge': 1,\n", " 'nwhat': 1,\n", " 'comes': 1,\n", " 'simple': 1,\n", " 'begets': 1,\n", " 'clashes': 1,\n", " 'factions': 1,\n", " 'continue': 1,\n", " 'endless': 1,\n", " 'cycle': 1,\n", " 'inherent': 1,\n", " 'society': 1,\n", " 'cast': 1,\n", " 'absolutely': 1,\n", " 'remarkable': 1,\n", " 'ndamon': 1,\n", " 'shows': 1,\n", " 'raw': 1,\n", " 'energy': 1,\n", " 'actors': 1,\n", " 'seem': 1,\n", " 'summon': 1,\n", " 'days': 1,\n", " 'less': 1,\n", " 'nhis': 1,\n", " 'initial': 1,\n", " 'reaction': 1,\n", " 'hearing': 1,\n", " 'girlfriends': 1,\n", " 'suicide': 1,\n", " 'affecting': 1,\n", " 'scenes': 1,\n", " 'ever': 1,\n", " 'ndavid': 1,\n", " 'wilson': 1,\n", " 'plays': 1,\n", " 'appropriately': 1,\n", " 'enough': 1,\n", " 'accurately': 1,\n", " 'second': 1,\n", " 'command': 1,\n", " 'skinhead': 1,\n", " 'makes': 1,\n", " 'extra': 1,\n", " 'money': 1,\n", " 'performing': 1,\n", " 'oral': 1,\n", " 'sex': 1,\n", " 'irony': 1,\n", " 'lost': 1,\n", " 'nwilsons': 1,\n", " 'pure': 1,\n", " 'brings': 1,\n", " 'hate': 1,\n", " 'perfectly': 1,\n", " 'nsadly': 1,\n", " 'dave': 1,\n", " 'ward': 1,\n", " 'portrays': 1,\n", " 'crew': 1,\n", " 'follow': 1,\n", " 'excellent': 1,\n", " 'victim': 1,\n", " 'hands': 1,\n", " 'fellow': 1,\n", " 'road': 1,\n", " 'rage': 1,\n", " 'nward': 1,\n", " 'showed': 1,\n", " 'immense': 1,\n", " 'promise': 1,\n", " 'greatly': 1,\n", " 'missed': 1,\n", " 'nnote': 1,\n", " 'shame': 1,\n", " 'filmmakers': 1,\n", " 'add': 1,\n", " 'disclaimer': 1,\n", " 'stating': 1,\n", " 'neither': 1,\n", " 'musicians': 1,\n", " 'contributing': 1,\n", " 'music': 1,\n", " 'condone': 1,\n", " 'racism': 1,\n", " 'couldnt': 1,\n", " 'spelled': 1,\n", " 'clearly': 1,\n", " 'would': 1,\n", " 'probably': 1,\n", " 'find': 1,\n", " 'much': 1,\n", " 'akin': 1,\n", " 'training': 1,\n", " 'video': 1,\n", " 'condemnation': 1,\n", " 'winners': 1,\n", " 'either': 1,\n", " 'nno': 1,\n", " 'comeuppance': 1,\n", " 'leaves': 1,\n", " 'almost': 1,\n", " 'right': 1,\n", " 'began': 1,\n", " 'nwhere': 1,\n", " 'american': 1,\n", " 'history': 1,\n", " 'x': 1,\n", " 'redemption': 1,\n", " 'victories': 1,\n", " 'store': 1,\n", " 'pariahs': 1,\n", " 'band': 1,\n", " 'twisted': 1,\n", " 'souls': 1,\n", " 'nit': 1,\n", " 'carries': 1,\n", " 'despite': 1,\n", " 'may': 1,\n", " 'momentarily': 1,\n", " 'put': 1,\n", " 'mind': 1,\n", " 'rest': 1,\n", " 'still': 1,\n", " 'forms': 1,\n", " 'little': 1,\n", " 'done': 1,\n", " 'eradicate': 1,\n", " 'npos': 1}),\n", " Counter({'annie': 7,\n", " 'jessica': 7,\n", " 'film': 5,\n", " 'gift': 5,\n", " 'many': 4,\n", " 'makes': 4,\n", " 'donnie': 4,\n", " 'best': 4,\n", " 'one': 4,\n", " '2000s': 4,\n", " 'nin': 3,\n", " 'reeves': 3,\n", " 'friend': 3,\n", " 'could': 3,\n", " '1999s': 3,\n", " 'role': 3,\n", " 'fact': 2,\n", " 'around': 2,\n", " 'n': 2,\n", " 'raimi': 2,\n", " 'little': 2,\n", " 'pond': 2,\n", " 'movie': 2,\n", " 'nthe': 2,\n", " 'cast': 2,\n", " 'character': 2,\n", " 'wilson': 2,\n", " 'cate': 2,\n", " 'blanchett': 2,\n", " 'giving': 2,\n", " 'readings': 2,\n", " 'valerie': 2,\n", " 'barksdale': 2,\n", " 'hilary': 2,\n", " 'swank': 2,\n", " 'keanu': 2,\n", " 'cole': 2,\n", " 'ribisi': 2,\n", " 'confused': 2,\n", " 'nightmares': 2,\n", " 'nfor': 2,\n", " 'good': 2,\n", " 'nher': 2,\n", " 'given': 2,\n", " 'annies': 2,\n", " 'school': 2,\n", " 'wayne': 2,\n", " 'king': 2,\n", " 'katie': 2,\n", " 'holmes': 2,\n", " 'nat': 2,\n", " 'linda': 2,\n", " 'kim': 2,\n", " 'dickens': 2,\n", " 'possibly': 2,\n", " 'may': 2,\n", " 'performances': 2,\n", " 'nblanchett': 2,\n", " 'every': 2,\n", " 'turn': 2,\n", " 'boys': 2,\n", " 'biggest': 2,\n", " 'never': 2,\n", " 'young': 2,\n", " 'man': 2,\n", " 'strong': 2,\n", " 'bob': 2,\n", " 'gothic': 1,\n", " 'murdermystery': 1,\n", " 'yarns': 1,\n", " 'new': 1,\n", " 'conceit': 1,\n", " 'theyve': 1,\n", " 'books': 1,\n", " 'years': 1,\n", " 'nwithout': 1,\n", " 'proper': 1,\n", " 'handling': 1,\n", " 'come': 1,\n", " 'oldfashioned': 1,\n", " 'bland': 1,\n", " 'outdated': 1,\n", " 'directed': 1,\n", " 'sam': 1,\n", " 'triedandtrue': 1,\n", " 'effort': 1,\n", " 'surprises': 1,\n", " 'includes': 1,\n", " 'everything': 1,\n", " 'wide': 1,\n", " 'array': 1,\n", " 'suspects': 1,\n", " 'red': 1,\n", " 'herrings': 1,\n", " 'mansions': 1,\n", " 'deep': 1,\n", " 'south': 1,\n", " 'moss': 1,\n", " 'trees': 1,\n", " 'front': 1,\n", " 'eventual': 1,\n", " 'discovery': 1,\n", " 'waterlogged': 1,\n", " 'corpse': 1,\n", " 'found': 1,\n", " 'nearby': 1,\n", " 'nits': 1,\n", " 'fairly': 1,\n", " 'obvious': 1,\n", " 'killer': 1,\n", " 'predicted': 1,\n", " 'would': 1,\n", " 'began': 1,\n", " 'correct': 1,\n", " 'preliminary': 1,\n", " 'suspicions': 1,\n", " 'ultimately': 1,\n", " 'shouldnt': 1,\n", " 'work': 1,\n", " 'thanks': 1,\n", " 'sparkling': 1,\n", " 'fills': 1,\n", " 'memorable': 1,\n", " 'nuances': 1,\n", " 'fun': 1,\n", " 'simply': 1,\n", " 'watching': 1,\n", " 'people': 1,\n", " 'interact': 1,\n", " 'nannie': 1,\n", " 'recently': 1,\n", " 'widowed': 1,\n", " 'mother': 1,\n", " 'three': 1,\n", " 'sons': 1,\n", " 'living': 1,\n", " 'psychic': 1,\n", " 'residents': 1,\n", " 'backwater': 1,\n", " 'southern': 1,\n", " 'hometown': 1,\n", " 'nsome': 1,\n", " 'mainstay': 1,\n", " 'clients': 1,\n", " 'include': 1,\n", " 'severely': 1,\n", " 'abused': 1,\n", " 'husband': 1,\n", " 'buddy': 1,\n", " 'giovanni': 1,\n", " 'unstable': 1,\n", " 'mechanic': 1,\n", " 'hes': 1,\n", " 'mysterious': 1,\n", " 'blue': 1,\n", " 'diamond': 1,\n", " 'somehow': 1,\n", " 'linked': 1,\n", " 'father': 1,\n", " 'give': 1,\n", " 'merely': 1,\n", " 'money': 1,\n", " 'uses': 1,\n", " 'way': 1,\n", " 'seeking': 1,\n", " 'solace': 1,\n", " 'finding': 1,\n", " 'everyones': 1,\n", " 'future': 1,\n", " 'late': 1,\n", " 'grandmother': 1,\n", " 'rosemary': 1,\n", " 'harris': 1,\n", " 'told': 1,\n", " 'child': 1,\n", " 'always': 1,\n", " 'remember': 1,\n", " 'nwhen': 1,\n", " 'eldest': 1,\n", " 'son': 1,\n", " 'involved': 1,\n", " 'fight': 1,\n", " 'meets': 1,\n", " 'niceguy': 1,\n", " 'principal': 1,\n", " 'collins': 1,\n", " 'greg': 1,\n", " 'kinnear': 1,\n", " 'finds': 1,\n", " 'attracted': 1,\n", " 'nbut': 1,\n", " 'engaged': 1,\n", " 'wealthy': 1,\n", " 'immediately': 1,\n", " 'gets': 1,\n", " 'negative': 1,\n", " 'vibe': 1,\n", " 'party': 1,\n", " 'stumbles': 1,\n", " 'upon': 1,\n", " 'compromising': 1,\n", " 'position': 1,\n", " 'lawyer': 1,\n", " 'david': 1,\n", " 'duncan': 1,\n", " 'gary': 1,\n", " 'nsoon': 1,\n", " 'disappeared': 1,\n", " 'leaving': 1,\n", " 'everyone': 1,\n", " 'frenzy': 1,\n", " 'happened': 1,\n", " 'starts': 1,\n", " 'apparitions': 1,\n", " 'linking': 1,\n", " 'vicious': 1,\n", " 'redneck': 1,\n", " 'behind': 1,\n", " 'home': 1,\n", " 'cliched': 1,\n", " 'sheer': 1,\n", " 'storytelling': 1,\n", " 'level': 1,\n", " 'tight': 1,\n", " 'direction': 1,\n", " 'redeemed': 1,\n", " 'embarrassing': 1,\n", " 'last': 1,\n", " 'love': 1,\n", " 'game': 1,\n", " 'lift': 1,\n", " 'picture': 1,\n", " 'several': 1,\n", " 'notches': 1,\n", " 'nslowly': 1,\n", " 'enveloping': 1,\n", " 'viewer': 1,\n", " 'intriguing': 1,\n", " 'characters': 1,\n", " 'individual': 1,\n", " 'plights': 1,\n", " 'disappearance': 1,\n", " '30minute': 1,\n", " 'mark': 1,\n", " 'divulges': 1,\n", " 'movies': 1,\n", " 'true': 1,\n", " 'intentions': 1,\n", " 'transforms': 1,\n", " 'proceedings': 1,\n", " 'taut': 1,\n", " 'times': 1,\n", " 'frightening': 1,\n", " 'horrormystery': 1,\n", " 'center': 1,\n", " 'exceptional': 1,\n", " 'talented': 1,\n", " 'mr': 1,\n", " 'ripley': 1,\n", " 'turns': 1,\n", " 'runofthemill': 1,\n", " 'protagonist': 1,\n", " 'exact': 1,\n", " 'downtoearth': 1,\n", " 'realistic': 1,\n", " 'person': 1,\n", " 'valid': 1,\n", " 'troubles': 1,\n", " 'caring': 1,\n", " 'attitude': 1,\n", " 'towards': 1,\n", " 'takes': 1,\n", " 'unextraordinary': 1,\n", " 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'vaild': 1,\n", " 'point': 1,\n", " 'nhow': 1,\n", " 'people': 1,\n", " 'needlessly': 1,\n", " 'crippled': 1,\n", " 'burned': 1,\n", " 'killed': 1,\n", " 'child': 1,\n", " 'nwhats': 1,\n", " 'greater': 1,\n", " 'nmany': 1,\n", " 'lives': 1,\n", " 'nif': 1,\n", " 'guts': 1,\n", " 'nowadays': 1,\n", " 'loved': 1,\n", " 'come': 1,\n", " 'choice': 1,\n", " 'nplace': 1,\n", " 'situation': 1,\n", " 'knows': 1,\n", " 'someone': 1,\n", " 'else': 1,\n", " 'nalas': 1,\n", " 'days': 1,\n", " 'generally': 1,\n", " 'ambition': 1,\n", " 'pull': 1,\n", " 'audiences': 1,\n", " 'strings': 1,\n", " 'ways': 1,\n", " 'might': 1,\n", " 'make': 1,\n", " 'uncomfortable': 1,\n", " 'ndespite': 1,\n", " 'silly': 1,\n", " 'moments': 1,\n", " 'two': 1,\n", " 'stupid': 1,\n", " 'ones': 1,\n", " 'things': 1,\n", " 'outnumber': 1,\n", " 'bad': 1,\n", " 'main': 1,\n", " 'highlight': 1,\n", " 'performance': 1,\n", " 'easily': 1,\n", " 'overacting': 1,\n", " 'chewing': 1,\n", " 'freak': 1,\n", " 'underplays': 1,\n", " 'nicely': 1,\n", " 'nhes': 1,\n", " 'pacific': 1,\n", " 'heights': 1,\n", " 'even': 1,\n", " 'yes': 1,\n", " 'used': 1,\n", " 'dark': 1,\n", " 'get': 1,\n", " 'idea': 1,\n", " 'hes': 1,\n", " 'neven': 1,\n", " 'normally': 1,\n", " 'hate': 1,\n", " 'seems': 1,\n", " 'strangely': 1,\n", " 'appropriate': 1,\n", " 'nso': 1,\n", " 'much': 1,\n", " 'didnt': 1,\n", " 'mind': 1,\n", " 'slightest': 1,\n", " 'another': 1,\n", " 'bonus': 1,\n", " 'takes': 1,\n", " 'place': 1,\n", " 'usually': 1,\n", " 'means': 1,\n", " 'car': 1,\n", " 'chase': 1,\n", " 'hills': 1,\n", " 'youve': 1,\n", " 'billion': 1,\n", " 'times': 1,\n", " 'moment': 1,\n", " 'looked': 1,\n", " 'though': 1,\n", " 'happen': 1,\n", " 'nbut': 1,\n", " 'doesnt': 1,\n", " 'thats': 1,\n", " 'creative': 1,\n", " 'nr': 1,\n", " 'npos': 1}),\n", " Counter({'movie': 8,\n", " 'exorcist': 6,\n", " 'film': 6,\n", " 'new': 5,\n", " 'regan': 5,\n", " 'horror': 4,\n", " 'seen': 4,\n", " 'still': 4,\n", " 'man': 4,\n", " 'best': 4,\n", " 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'darker': 1,\n", " 'also': 1,\n", " 'remastered': 1,\n", " 'mix': 1,\n", " 'voices': 1,\n", " 'clear': 1,\n", " 'music': 1,\n", " 'pours': 1,\n", " 'engulfs': 1,\n", " 'richness': 1,\n", " 'nas': 1,\n", " 'director': 1,\n", " 'known': 1,\n", " 'films': 1,\n", " 'standout': 1,\n", " 'nominated': 1,\n", " 'several': 1,\n", " 'academy': 1,\n", " 'awards': 1,\n", " 'somehow': 1,\n", " 'doubted': 1,\n", " 'picture': 1,\n", " 'ellen': 1,\n", " 'supporting': 1,\n", " 'linda': 1,\n", " 'blair': 1,\n", " 'age': 1,\n", " 'believe': 1,\n", " 'thirteen': 1,\n", " 'job': 1,\n", " 'alone': 1,\n", " 'unable': 1,\n", " 'stop': 1,\n", " 'nellen': 1,\n", " 'gives': 1,\n", " 'date': 1,\n", " 'currently': 1,\n", " 'requiem': 1,\n", " 'dream': 1,\n", " 'njason': 1,\n", " 'patriks': 1,\n", " 'dad': 1,\n", " 'embedded': 1,\n", " 'mind': 1,\n", " 'character': 1,\n", " 'makes': 1,\n", " 'entire': 1,\n", " 'float': 1,\n", " 'along': 1,\n", " 'ni': 1,\n", " 'saddened': 1,\n", " 'saw': 1,\n", " 'audience': 1,\n", 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"evalue": "", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbag_of_words\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32m~\\Anaconda3\\lib\\pprint.py\u001b[0m in \u001b[0;36mpprint\u001b[1;34m(object, stream, indent, width, depth, compact)\u001b[0m\n\u001b[0;32m 51\u001b[0m \u001b[0mstream\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mstream\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindent\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mindent\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwidth\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mwidth\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdepth\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdepth\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 52\u001b[0m compact=compact)\n\u001b[1;32m---> 53\u001b[1;33m \u001b[0mprinter\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobject\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 54\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 55\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mpformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobject\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindent\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwidth\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m80\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdepth\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[1;33m,\u001b[0m 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"\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\zmq\\backend\\cython\\checkrc.pxd\u001b[0m in \u001b[0;36mzmq.backend.cython.checkrc._check_rc\u001b[1;34m()\u001b[0m\n", "\u001b[1;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "pprint(bag_of_words)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def normalize_df(df):\n", " names = df.columns \n", " df[\"total\"] = df.sum(axis = 1)\n", " for name in names: \n", " df[name] = df[name]/df[\"total\"]\n", " return(df)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "large_df = pd.DataFrame.from_records(bag_fo)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "movies_df" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }